Hbase使用spark-sql

Question

我在hbase中有一个名为"sample"的表.我需要使用Apache spark-sql查询查询表.有没有办法使用Apache spark-sql查询读取hbase数据？

Answer 1

Spark SQL是一个内存中的查询引擎,用于在您需要的HBase表之上使用Spark SQL执行某些查询操作

1. 使用Spark从HBase获取数据并创建Spark RDD

   SparkConf sparkConf = new SparkConf();
   sparkConf.setAppName("SparkApp");
   sparkConf.setMaster("local[*]");
   
   JavaSparkContext javaSparkContext = new JavaSparkContext(sparkConf);
   
   Configuration config = HBaseConfiguration.create();
   config.addResource(new Path("/etc/hbase/hbase-site.xml"));
   config.addResource(new Path("/etc/hadoop/core-site.xml"));
   config.set(TableInputFormat.INPUT_TABLE, "sample");
   
   JavaPairRDD<ImmutableBytesWritable, Result> hbaseRDD = javaSparkContext.newAPIHadoopRDD(hbaseConfig, TableInputFormat.class, ImmutableBytesWritable.class, Result.class);
   
   JavaRDD<StudentBean> sampleRDD = hbaseRDD.map(new Function<Tuple2<ImmutableBytesWritable,Result>, StudentBean  >() {
       private static final long serialVersionUID = -2021713021648730786L;
       public StudentBean  call(Tuple2<ImmutableBytesWritable, Result> tuple) {
           StudentBean  bean = new StudentBean  ();
           Result result = tuple._2;
           bean.setRowKey(rowKey);
           bean.setFirstName(Bytes.toString(result.getValue(Bytes.toBytes("details"), Bytes.toBytes("firstName"))));
           bean.setLastName(Bytes.toString(result.getValue(Bytes.toBytes("details"), Bytes.toBytes("lastName"))));
           bean.setBranch(Bytes.toString(result.getValue(Bytes.toBytes("details"), Bytes.toBytes("branch"))));
           bean.setEmailId(Bytes.toString(result.getValue(Bytes.toBytes("details"), Bytes.toBytes("emailId"))));
           return bean;
       }
   });
   

2. 使用此RDD创建DataFrame对象并将其注册到一些临时表名称,然后您可以执行查询

   DataFrame schema = sqlContext.createDataFrame(sampleRDD, StudentBean.class);
   schema.registerTempTable("spark_sql_temp_table");
   
   DataFrame schemaRDD = sqlContext.sql("YOUR_QUERY_GOES_HERE");
   
   JavaRDD<StudentBean> result = schemaRDD.toJavaRDD().map(new Function<Row, StudentBean>() {
   
       private static final long serialVersionUID = -2558736294883522519L;
   
       public StudentBean call(Row row) throws Exception {
           StudentBean bean = new StudentBean();
           //  Do the mapping stuff here
           return bean;
       }
   });